Advanced · Module 9 · Lesson 1 of 13
CPU Cache Hierarchy: L1/L2/L3 Topologies, Cache Lines, and Data Locality
Navigate the hardware memory wall, optimize L1/L2/L3 cache line utilization, leverage hardware prefetchers, and eliminate set-associativity conflict misses via loop tiling.
By the end you can
- Differentiate L1, L2, L3 cache topologies, access latencies, and cache line transfers
- Exploit spatial and temporal locality to maximize CPU memory bandwidth
- Deconstruct physical memory addresses into Tag, Set Index, and Offset bitfields
- Eliminate cache thrashing and capacity misses using cache-conscious loop tiling
Builds on Project: High-Throughput HTTP/1.1 Web Server.
01 · A question first
Why does iterating through a 4096 x 4096 matrix row-by-row take 15 milliseconds, while iterating column-by-column through the exact same elements takes over 300 milliseconds—a 20x performance penalty for doing identical mathematical work?
Make a guess before you read on.
02 · The idea
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What's inside
- Start with the problem
- How the idea works
- Why it is correct: Set Associativity and Conflict Misses
- Production Optimization: Cache Blocking (Loop Tiling)
- What it costs
- Pitfalls and variations
- Where it is used
03 · Practice
Asked in interviews
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